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In this post, we take a deeper look at how RLAIF or RL with LLM-as-a-judge works with Amazon Nova models effectively. Link to article: https://aws.amazon.com/blogs/machine-learning/reinforcement-fine-tuning-with-llm-as-a-judge/
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TypeScript 7 Beta Now Enabled by Default in Visual Studio 2026 18.6 Insiders 3 In Visual Studio 2026 18.6 Insiders 3 we have updated the built-in TypeScript SDK to TypeScript 7 Beta (native preview). The TypeScript SDK provides the compiler and language service used for TypeScript and JavaScript support in Visual …
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Building AI features into .NET applications often means stitching together models, vector databases, ingestion pipelines, and agent frameworks from different ecosystems. Each one has its own patterns, its own client libraries, and its own breaking changes when the next version ships. We've been working on a set of …
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In this post, we introduce a systematic framework for LLM migration or upgrade in generative AI production, encompassing essential tools, methodologies, and best practices. The framework facilitates transitions between different LLMs by providing robust protocols for prompt conversion and optimization. Link to article: …
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In this post, we show how Sun Finance used Amazon Bedrock, Amazon Textract, and Amazon Rekognition to build an AI-powered identity verification (IDV) pipeline. The solution improved extraction accuracy from 79.7% to 90.8%, cut per-document costs by 91%, and reduced processing time from up to 20 hours to under 5 …
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Software consultancy and Rails Foundation member Planet Argon is once again collecting real-world insights from Rails developers and turning them into something the whole community can learn from. The survey takes a deep look at how Rails is actually used today, including the tools people rely on, how teams and …
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This post demonstrates how agentic AI assistant from Amazon Quick transform data analytics into a self-service capability by using Amazon Simple Storage Service (Amazon S3) as a storage, Amazon SageMaker and AWS Glue for lakehouse, Amazon Athena for serverless SQL querying across multiple storage formats (S3 Table, …
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In this post, you will configure Amazon Bedrock AgentCore Gateway to access private endpoints using Resource Gateway, a managed construct that provisions Elastic Network Interfaces (ENIs) directly inside your Amazon VPC, one per subnet. You will explore two implementation modes (managed and self-managed) and walk …
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Dataverse gives developers a powerful platform for building enterprise applications — but getting from zero to a connected, working environment has always involved multiple tools, authentication flows, and configuration steps. The Dataverse plugin was built to accelerate that journey by letting AI coding agents handle …
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We previously introduced Automatic Super Resolution (Auto SR) on select Windows 11 Copilot+ PCs, to make games look sharper and play smoother. Today, we're excited to give Xbox Insiders the opportunity to he Link to article: https://devblogs.microsoft.com/directx/autosrpreview
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In November 2025, a team self-hosting Langfuse, an open-source LLM observability platform, on Kubernetes uploaded their ClickHouse image to AWS ECR as part of their production preparation. They found that the pipeline scanner had returned three critical vulnerabilities - not in ClickHouse, but in the base image. Their …
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JetBrains PHPverse – a community-inspired professional event for PHP developers – returns once more on June 9, 2026. This year, we’re gathering some of the most influential voices in the PHP ecosystem to share their insights on shaping the modern PHP language, the internals of ecosystem tools and frameworks, and the …
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We've been building a cross-process reader/writer lock with a cap on the number of readers, we concluded our investigation last time by noting that thr Link to article: https://devblogs.microsoft.com/oldnewthing/20260430-00/?p=112288
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Discover when to use facade pattern in C# with real decision criteria, use case examples, and guidance on when simpler alternatives work better. Link to article: https://www.devleader.ca/2026/04/30/when-to-use-facade-pattern-in-c-decision-guide-with-examples
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Your developers’ AI tools are only as good as what they know going in. When those tools run through the right IDE, it can give them a head start – a picture of the codebase the tools would otherwise need to piece together themselves. That means your team’s IDE choices belong on your AI agenda […] Link to article: …
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Executive Summary When integrating SharePoint content into downstream systems such as Azure AI Search, RAG pipelines, or Copilot extensions, preserving document-level access control is critical—especially for highly sensitive content. This post describes a security-first Link to article: …
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Introducing Advanced Account Security: phishing-resistant login, stronger recovery, and enhanced protections to safeguard sensitive data and prevent account takeover. Link to article: https://openai.com/index/advanced-account-security
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You want to build a Teams agent. Maybe it answers customer questions from a knowledge base. Maybe it runs your team's standups. The interesting part is the logic, the thing the agent actually does. But before you write a single line of that logic, you have to register it with Teams. That takes a numbe Link to article: …
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This post was co-written with Yash Munsadwala, Adam Hood, Justin Guse, and Hector Hernandez from PwC. Contract analysis often consumes significant time for legal, compliance, and procurement teams, especially when important insights are buried in lengthy, unstructured agreements. As contract volumes grow, finding …
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Learn every C# enum to string conversion pattern: ToString, Enum.GetName, JsonStringEnumConverter, custom display names, and parsing strings back to enums safely. Link to article: https://www.devleader.ca/2026/04/29/c-enum-to-string-conversion-patterns-and-best-practices
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